{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import time\n",
    "from pathlib import Path\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import torch.optim as optim\n",
    "import torchvision\n",
    "import torchvision.transforms as transforms\n",
    "\n",
    "from models import tiramisu\n",
    "from datasets import camvid\n",
    "from datasets import joint_transforms\n",
    "import utils.imgs\n",
    "import utils.training as train_utils"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CamVid\n",
    "\n",
    "Clone this repository which holds the CamVid dataset\n",
    "```\n",
    "git clone https://github.com/alexgkendall/SegNet-Tutorial\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "CAMVID_PATH = Path('/bigguy/data', 'SegNet-Tutorial/CamVid')\n",
    "RESULTS_PATH = Path('.results/')\n",
    "WEIGHTS_PATH = Path('.weights/')\n",
    "RESULTS_PATH.mkdir(exist_ok=True)\n",
    "WEIGHTS_PATH.mkdir(exist_ok=True)\n",
    "batch_size = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "normalize = transforms.Normalize(mean=camvid.mean, std=camvid.std)\n",
    "train_joint_transformer = transforms.Compose([\n",
    "    #joint_transforms.JointRandomCrop(224), # commented for fine-tuning\n",
    "    joint_transforms.JointRandomHorizontalFlip()\n",
    "    ])\n",
    "train_dset = camvid.CamVid(CAMVID_PATH, 'train',\n",
    "      joint_transform=train_joint_transformer,\n",
    "      transform=transforms.Compose([\n",
    "          transforms.ToTensor(),\n",
    "          normalize,\n",
    "    ]))\n",
    "train_loader = torch.utils.data.DataLoader(\n",
    "    train_dset, batch_size=batch_size, shuffle=True)\n",
    "\n",
    "val_dset = camvid.CamVid(\n",
    "    CAMVID_PATH, 'val', joint_transform=None,\n",
    "    transform=transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        normalize\n",
    "    ]))\n",
    "val_loader = torch.utils.data.DataLoader(\n",
    "    val_dset, batch_size=batch_size, shuffle=False)\n",
    "\n",
    "test_dset = camvid.CamVid(\n",
    "    CAMVID_PATH, 'test', joint_transform=None,\n",
    "    transform=transforms.Compose([\n",
    "        transforms.ToTensor(),\n",
    "        normalize\n",
    "    ]))\n",
    "test_loader = torch.utils.data.DataLoader(\n",
    "    test_dset, batch_size=batch_size, shuffle=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train: 367\n",
      "Val: 101\n",
      "Test: 233\n",
      "Classes: 12\n",
      "Inputs:  torch.Size([2, 3, 360, 480])\n",
      "Targets:  torch.Size([2, 360, 480])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9bb0181cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9b65ea2a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Train: %d\" %len(train_loader.dataset.imgs))\n",
    "print(\"Val: %d\" %len(val_loader.dataset.imgs))\n",
    "print(\"Test: %d\" %len(test_loader.dataset.imgs))\n",
    "print(\"Classes: %d\" % len(train_loader.dataset.classes))\n",
    "\n",
    "inputs, targets = next(iter(train_loader))\n",
    "print(\"Inputs: \", inputs.size())\n",
    "print(\"Targets: \", targets.size())\n",
    "\n",
    "utils.imgs.view_image(inputs[0])\n",
    "utils.imgs.view_annotated(targets[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "LR = 1e-4\n",
    "LR_DECAY = 0.995\n",
    "DECAY_EVERY_N_EPOCHS = 1\n",
    "N_EPOCHS = 2\n",
    "torch.cuda.manual_seed(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = tiramisu.FCDenseNet67(n_classes=12).cuda()\n",
    "model.apply(train_utils.weights_init)\n",
    "optimizer = torch.optim.RMSprop(model.parameters(), lr=LR, weight_decay=1e-4)\n",
    "criterion = nn.NLLLoss2d(weight=camvid.class_weight.cuda()).cuda()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1\n",
      "Train - Loss: 1.4619, Acc: 0.6093\n",
      "Train Time 1m 24s\n",
      "Val - Loss: 1.8090 | Acc: 0.4914\n",
      "Total Time 1m 32s\n",
      "\n",
      "Epoch 2\n",
      "Train - Loss: 1.2426, Acc: 0.6631\n",
      "Train Time 1m 25s\n",
      "Val - Loss: 1.8074 | Acc: 0.5925\n",
      "Total Time 1m 32s\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for epoch in range(1, N_EPOCHS+1):\n",
    "    since = time.time()\n",
    "\n",
    "    ### Train ###\n",
    "    trn_loss, trn_err = train_utils.train(\n",
    "        model, train_loader, optimizer, criterion, epoch)\n",
    "    print('Epoch {:d}\\nTrain - Loss: {:.4f}, Acc: {:.4f}'.format(\n",
    "        epoch, trn_loss, 1-trn_err))    \n",
    "    time_elapsed = time.time() - since  \n",
    "    print('Train Time {:.0f}m {:.0f}s'.format(\n",
    "        time_elapsed // 60, time_elapsed % 60))\n",
    "\n",
    "    ### Test ###\n",
    "    val_loss, val_err = train_utils.test(model, val_loader, criterion, epoch)    \n",
    "    print('Val - Loss: {:.4f} | Acc: {:.4f}'.format(val_loss, 1-val_err))\n",
    "    time_elapsed = time.time() - since  \n",
    "    print('Total Time {:.0f}m {:.0f}s\\n'.format(\n",
    "        time_elapsed // 60, time_elapsed % 60))\n",
    "    \n",
    "    ### Checkpoint ###    \n",
    "    train_utils.save_weights(model, epoch, val_loss, val_err)\n",
    "\n",
    "    ### Adjust Lr ###\n",
    "    train_utils.adjust_learning_rate(LR, LR_DECAY, optimizer, \n",
    "                                     epoch, DECAY_EVERY_N_EPOCHS)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1.665900104575687, 0.40780239316239314)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_utils.test(model, test_loader, criterion, epoch=1)  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9bb0cf6d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9bb0c2e5f8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f9bb0d89e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_utils.view_sample_predictions(model, test_loader, n=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.4"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
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